[go: up one dir, main page]

Carberry et al., 2025 - Google Patents

Explainable ICD Code Assignment Using Knowledge-Based Sentence Extraction and Deep Learning

Carberry et al., 2025

View PDF
Document ID
9189772642034237529
Author
Carberry J
Xu H
Publication year
Publication venue
International Journal of Semantic Computing

External Links

Snippet

Medical coding involves the assignment of standardized codes like those of the International Classification of Diseases (ICD) to patient records such as doctor's notes. Traditionally, medical coding has been performed by trained professionals and has incurred significant …
Continue reading at www.cis.umassd.edu (PDF) (other versions)

Classifications

    • G—PHYSICS
    • G06—COMPUTING; CALCULATING; COUNTING
    • G06F—ELECTRICAL DIGITAL DATA PROCESSING
    • G06F17/00—Digital computing or data processing equipment or methods, specially adapted for specific functions
    • G06F17/30—Information retrieval; Database structures therefor; File system structures therefor
    • G06F17/3061—Information retrieval; Database structures therefor; File system structures therefor of unstructured textual data
    • G06F17/30634—Querying
    • G06F17/30657—Query processing
    • G06F17/30675—Query execution
    • G06F17/30684—Query execution using natural language analysis
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING; COUNTING
    • G06F—ELECTRICAL DIGITAL DATA PROCESSING
    • G06F19/00—Digital computing or data processing equipment or methods, specially adapted for specific applications
    • G06F19/30—Medical informatics, i.e. computer-based analysis or dissemination of patient or disease data
    • G06F19/34—Computer-assisted medical diagnosis or treatment, e.g. computerised prescription or delivery of medication or diets, computerised local control of medical devices, medical expert systems or telemedicine
    • G06F19/345—Medical expert systems, neural networks or other automated diagnosis
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING; COUNTING
    • G06F—ELECTRICAL DIGITAL DATA PROCESSING
    • G06F17/00—Digital computing or data processing equipment or methods, specially adapted for specific functions
    • G06F17/20—Handling natural language data
    • G06F17/27—Automatic analysis, e.g. parsing
    • G06F17/2765—Recognition
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING; COUNTING
    • G06F—ELECTRICAL DIGITAL DATA PROCESSING
    • G06F19/00—Digital computing or data processing equipment or methods, specially adapted for specific applications
    • G06F19/30—Medical informatics, i.e. computer-based analysis or dissemination of patient or disease data
    • G06F19/32—Medical data management, e.g. systems or protocols for archival or communication of medical images, computerised patient records or computerised general medical references
    • G06F19/322—Management of patient personal data, e.g. patient records, conversion of records or privacy aspects
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING; COUNTING
    • G06F—ELECTRICAL DIGITAL DATA PROCESSING
    • G06F19/00—Digital computing or data processing equipment or methods, specially adapted for specific applications
    • G06F19/30—Medical informatics, i.e. computer-based analysis or dissemination of patient or disease data
    • G06F19/32—Medical data management, e.g. systems or protocols for archival or communication of medical images, computerised patient records or computerised general medical references
    • G06F19/328—Health insurance management, e.g. payments or protection against fraud
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING; COUNTING
    • G06F—ELECTRICAL DIGITAL DATA PROCESSING
    • G06F17/00—Digital computing or data processing equipment or methods, specially adapted for specific functions
    • G06F17/20—Handling natural language data
    • G06F17/27—Automatic analysis, e.g. parsing
    • G06F17/2705—Parsing
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING; COUNTING
    • G06Q—DATA PROCESSING SYSTEMS OR METHODS, SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORY OR FORECASTING PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORY OR FORECASTING PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q50/00—Systems or methods specially adapted for a specific business sector, e.g. utilities or tourism
    • G06Q50/10—Services
    • G06Q50/22—Health care, e.g. hospitals; Social work
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING; COUNTING
    • G06F—ELECTRICAL DIGITAL DATA PROCESSING
    • G06F19/00—Digital computing or data processing equipment or methods, specially adapted for specific applications
    • G06F19/10—Bioinformatics, i.e. methods or systems for genetic or protein-related data processing in computational molecular biology
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING; COUNTING
    • G06N—COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00—Computer systems utilising knowledge based models
    • G06N5/02—Knowledge representation
    • G06N5/022—Knowledge engineering, knowledge acquisition
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING; COUNTING
    • G06N—COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N99/00—Subject matter not provided for in other groups of this subclass
    • G06N99/005—Learning machines, i.e. computer in which a programme is changed according to experience gained by the machine itself during a complete run
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING; COUNTING
    • G06F—ELECTRICAL DIGITAL DATA PROCESSING
    • G06F15/00—Digital computers in general; Data processing equipment in general
    • G06F15/18—Digital computers in general; Data processing equipment in general in which a programme is changed according to experience gained by the computer itself during a complete run; Learning machines
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING; COUNTING
    • G06K—RECOGNITION OF DATA; PRESENTATION OF DATA; RECORD CARRIERS; HANDLING RECORD CARRIERS
    • G06K9/00—Methods or arrangements for reading or recognising printed or written characters or for recognising patterns, e.g. fingerprints
    • G06K9/62—Methods or arrangements for recognition using electronic means

Similar Documents

Publication Publication Date Title
Xie et al. EHR coding with multi-scale feature attention and structured knowledge graph propagation
CN109299239B (en) ES-based electronic medical record retrieval method
Crammer et al. Automatic code assignment to medical text
Yu et al. Automatic ICD code assignment of Chinese clinical notes based on multilayer attention BiRNN
US20230253122A1 (en) Systems and methods for generating a genotypic causal model of a disease state
Gérardin et al. Multilabel classification of medical concepts for patient clinical profile identification
Hsu et al. Multi-label classification of ICD coding using deep learning
Rios et al. Supervised extraction of diagnosis codes from EMRs: role of feature selection, data selection, and probabilistic thresholding
Chomutare et al. Combining deep learning and fuzzy logic to predict rare ICD-10 codes from clinical notes
Nazyrova et al. Leveraging large language models for medical text classification: a hospital readmission prediction case
Nair et al. Predicting tumor type and residual status of suprasellar lesions using Indian discharge summaries
Moreno-Barea et al. Clinical text classification in cancer real-world data in spanish
Okolo et al. Using Causal Graph Model variable selection for BERT models Prediction of Patient Survival in a Clinical Text Discharge Dataset
Carberry et al. Explainable ICD Code Assignment Using Knowledge-Based Sentence Extraction and Deep Learning
Carberry et al. GPT-Enhanced Hierarchical Deep Learning Model for Automated ICD Coding
Carberry et al. A hierarchical fine-grained deep learning model for automated medical coding
Afzal et al. Multi-class clinical text annotation and classification using BERT-based active learning
Bagheri Text mining in healthcare: bringing structure to electronic health records
Kim et al. Comparative study of various approaches for ensemble-based de-identification of electronic health record narratives
Aydogan-Kilic et al. Examination of summarized medical records for ICD code classification via BERT
Puts et al. Natural language processing in oncology
Nguyen et al. PhoBERT: Application in Disease Classification based on Vietnamese Symptom Analysis.
Memarzadeh et al. Applying unsupervised keyphrase methods on concepts extracted from discharge sheets
Carberry Explainable hierarchical fine-grained ICD code assignment using large language models: a dissertation in Engineering and Applied Science
Ech-chorfi et al. Towards an Extensible Pipeline for Biomedical Knowledge Graph Construction from Scientific Papers.